{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "75417ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "844d3f68",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data from NYC taxis in 2020.  Add columns\n",
    "# \"month\" and \"year\". Keep only those data points in which the\n",
    "# year is 2020 and the month is either January or July.  \n",
    "\n",
    "filenames = ['../data/nyc_taxi_2020-01.csv', '../data/nyc_taxi_2020-07.csv']\n",
    "\n",
    "all_dfs = [pd.read_csv(one_filename,\n",
    "           usecols=['tpep_pickup_datetime', 'passenger_count', 'trip_distance',\n",
    "                    'total_amount'],\n",
    "           parse_dates=['tpep_pickup_datetime'])\n",
    "           for one_filename in filenames]\n",
    "\n",
    "df = pd.concat(all_dfs)\n",
    "\n",
    "df['year'] = df['tpep_pickup_datetime'].dt.year\n",
    "df['month'] = df['tpep_pickup_datetime'].dt.month\n",
    "df['day'] = df['tpep_pickup_datetime'].dt.day\n",
    "\n",
    "df = df.loc[(df['month'].isin([1, 7])) & \n",
    "            (df['year'] == 2020)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f58172f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set a new numeric range index, numbered starting at 0\n",
    "df = df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8e61c417",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Assign df to a random sample of 1% of the elements in df\n",
    "np.random.seed(0)\n",
    "df = df.sample(frac=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "97f0bf7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14c43eab0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 629.361x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using Seaborn, create a scatter plot in which the x axis shows trip distance\n",
    "# and the y axis shows total amount, with the plot colors set by passenger_count.\n",
    "# Only plot a random sample of 1% of the data, to avoid time and memory overload.\n",
    "\n",
    "sns.relplot(x='trip_distance', \n",
    "            y='total_amount', \n",
    "            data=df,\n",
    "            hue='passenger_count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0d448fbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Why do we have colors for passenger_count of 1.5, 4.5, and 7.5?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d506ea93",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14d42b1d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 558.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a line plot showing the distance traveled\n",
    "# on each day of January and July.  The x axis should be the day\n",
    "# of the month, and the y axis will be the average trip distance. \n",
    "# There should be two lines, one for each month.  Remove the confidence\n",
    "# interval shadow from around each plot line.\n",
    "\n",
    "sns.relplot(x='day', \n",
    "            y='trip_distance',\n",
    "            kind='line',\n",
    "            data=df,\n",
    "            hue='month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "02fe5c1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14c9610a0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 558.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using Seaborn, show the number of trips taken\n",
    "# on each day (1-31) of both months (January and July).\n",
    "# The x axis should refer to the day of the month,\n",
    "# and the y axis should show the number of trips taken.\n",
    "\n",
    "sns.relplot(x='day', \n",
    "            y='year', \n",
    "            hue='month', \n",
    "            kind='line', \n",
    "            data=df.groupby(['month', 'day'])[['year']].count().reset_index(), errorbar=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e74171c4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14d418b30>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using Seaborn, create a box of total_amount,\n",
    "# with one plot for each month.\n",
    "\n",
    "sns.catplot(x='month', y='total_amount', data=df, kind='box')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "246218a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "month\n",
       "1    18.783328\n",
       "7    16.349655\n",
       "Name: total_amount, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('month')['total_amount'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81e376f7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
